Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 12623 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.3 MiB |
| Average record size in memory | 274.9 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 3 |
| Text | 1 |
avg_transaction_amount is highly overall correlated with total_spent | High correlation |
total_spent is highly overall correlated with avg_transaction_amount and 1 other fields | High correlation |
transaction_count is highly overall correlated with total_spent | High correlation |
customer_service_interaction_count has 1093 (8.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-01 19:45:32.393785 |
|---|---|
| Analysis finished | 2025-08-01 19:45:39.781814 |
| Duration | 7.39 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.869682 |
| Minimum | 18 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 31 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 68 |
| Maximum | 70 |
| Range | 52 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 15.312549 |
|---|---|
| Coefficient of variation (CV) | 0.34904626 |
| Kurtosis | -1.1957031 |
| Mean | 43.869682 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.010559891 |
| Sum | 553767 |
| Variance | 234.47414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 263 | 2.1% |
| 54 | 262 | 2.1% |
| 32 | 259 | 2.1% |
| 21 | 259 | 2.1% |
| 41 | 256 | 2.0% |
| 20 | 255 | 2.0% |
| 40 | 255 | 2.0% |
| 35 | 254 | 2.0% |
| 38 | 254 | 2.0% |
| 39 | 252 | 2.0% |
| Other values (43) | 10054 |
| Value | Count | Frequency (%) |
| 18 | 233 | |
| 19 | 243 | |
| 20 | 255 | |
| 21 | 259 | |
| 22 | 237 | |
| 23 | 241 | |
| 24 | 263 | |
| 25 | 227 | |
| 26 | 225 | |
| 27 | 244 |
| Value | Count | Frequency (%) |
| 70 | 249 | |
| 69 | 239 | |
| 68 | 243 | |
| 67 | 226 | |
| 66 | 229 | |
| 65 | 216 | |
| 64 | 244 | |
| 63 | 247 | |
| 62 | 231 | |
| 61 | 233 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.3400935 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | female |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 8458 | |
| male | 4165 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 8458 | |
| male | 4165 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 21081 | |
| m | 12623 | |
| a | 12623 | |
| l | 12623 | |
| f | 8458 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 67408 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 21081 | |
| m | 12623 | |
| a | 12623 | |
| l | 12623 | |
| f | 8458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 67408 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 21081 | |
| m | 12623 | |
| a | 12623 | |
| l | 12623 | |
| f | 8458 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 67408 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 21081 | |
| m | 12623 | |
| a | 12623 | |
| l | 12623 | |
| f | 8458 |
location
Text
| Distinct | 9219 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 851.5 KiB |
Length
| Max length | 24 |
|---|---|
| Median length | 21 |
| Mean length | 12.064485 |
| Min length | 5 |
Unique
| Unique | 7288 ? |
|---|---|
| Unique (%) | 57.7% |
Sample
| 1st row | charlesville |
|---|---|
| 2nd row | new scott |
| 3rd row | josephfort |
| 4th row | linland |
| 5th row | north lindamouth |
| Value | Count | Frequency (%) |
| north | 931 | 4.9% |
| west | 926 | 4.9% |
| lake | 913 | 4.8% |
| east | 911 | 4.8% |
| new | 886 | 4.7% |
| south | 881 | 4.6% |
| port | 880 | 4.6% |
| michael | 84 | 0.4% |
| christopher | 66 | 0.3% |
| david | 59 | 0.3% |
| Other values (6463) | 12414 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15948 | 10.5% |
| r | 12822 | 8.4% |
| t | 12629 | 8.3% |
| a | 12553 | 8.2% |
| o | 10503 | 6.9% |
| n | 10121 | 6.6% |
| s | 9069 | 6.0% |
| h | 8988 | 5.9% |
| i | 7636 | 5.0% |
| l | 6976 | 4.6% |
| Other values (17) | 45045 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 152290 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 15948 | 10.5% |
| r | 12822 | 8.4% |
| t | 12629 | 8.3% |
| a | 12553 | 8.2% |
| o | 10503 | 6.9% |
| n | 10121 | 6.6% |
| s | 9069 | 6.0% |
| h | 8988 | 5.9% |
| i | 7636 | 5.0% |
| l | 6976 | 4.6% |
| Other values (17) | 45045 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 152290 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 15948 | 10.5% |
| r | 12822 | 8.4% |
| t | 12629 | 8.3% |
| a | 12553 | 8.2% |
| o | 10503 | 6.9% |
| n | 10121 | 6.6% |
| s | 9069 | 6.0% |
| h | 8988 | 5.9% |
| i | 7636 | 5.0% |
| l | 6976 | 4.6% |
| Other values (17) | 45045 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 152290 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 15948 | 10.5% |
| r | 12822 | 8.4% |
| t | 12629 | 8.3% |
| a | 12553 | 8.2% |
| o | 10503 | 6.9% |
| n | 10121 | 6.6% |
| s | 9069 | 6.0% |
| h | 8988 | 5.9% |
| i | 7636 | 5.0% |
| l | 6976 | 4.6% |
| Other values (17) | 45045 |
account_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 782.9 KiB |
| savings | |
|---|---|
| loan | |
| checking |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.4984552 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | savings |
|---|---|
| 2nd row | savings |
| 3rd row | savings |
| 4th row | savings |
| 5th row | checking |
Common Values
| Value | Count | Frequency (%) |
| savings | 6418 | |
| loan | 3134 | |
| checking | 3071 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| savings | 6418 | |
| loan | 3134 | |
| checking | 3071 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 12836 | |
| n | 12623 | |
| a | 9552 | |
| i | 9489 | |
| g | 9489 | |
| v | 6418 | |
| c | 6142 | |
| l | 3134 | 3.8% |
| o | 3134 | 3.8% |
| h | 3071 | 3.7% |
| Other values (2) | 6142 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82030 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 12836 | |
| n | 12623 | |
| a | 9552 | |
| i | 9489 | |
| g | 9489 | |
| v | 6418 | |
| c | 6142 | |
| l | 3134 | 3.8% |
| o | 3134 | 3.8% |
| h | 3071 | 3.7% |
| Other values (2) | 6142 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82030 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 12836 | |
| n | 12623 | |
| a | 9552 | |
| i | 9489 | |
| g | 9489 | |
| v | 6418 | |
| c | 6142 | |
| l | 3134 | 3.8% |
| o | 3134 | 3.8% |
| h | 3071 | 3.7% |
| Other values (2) | 6142 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82030 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 12836 | |
| n | 12623 | |
| a | 9552 | |
| i | 9489 | |
| g | 9489 | |
| v | 6418 | |
| c | 6142 | |
| l | 3134 | 3.8% |
| o | 3134 | 3.8% |
| h | 3071 | 3.7% |
| Other values (2) | 6142 |
login_frequency
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.329636 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 15 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.6517757 |
|---|---|
| Coefficient of variation (CV) | 0.56438232 |
| Kurtosis | -1.1948195 |
| Mean | 15.329636 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.020286619 |
| Sum | 193506 |
| Variance | 74.853223 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 455 | 3.6% |
| 3 | 449 | 3.6% |
| 14 | 446 | 3.5% |
| 21 | 445 | 3.5% |
| 5 | 440 | 3.5% |
| 23 | 437 | 3.5% |
| 20 | 435 | 3.4% |
| 19 | 435 | 3.4% |
| 11 | 433 | 3.4% |
| 7 | 431 | 3.4% |
| Other values (20) | 8217 |
| Value | Count | Frequency (%) |
| 1 | 425 | |
| 2 | 455 | |
| 3 | 449 | |
| 4 | 420 | |
| 5 | 440 | |
| 6 | 405 | |
| 7 | 431 | |
| 8 | 420 | |
| 9 | 414 | |
| 10 | 416 |
| Value | Count | Frequency (%) |
| 30 | 429 | |
| 29 | 383 | |
| 28 | 427 | |
| 27 | 407 | |
| 26 | 361 | |
| 25 | 421 | |
| 24 | 403 | |
| 23 | 437 | |
| 22 | 388 | |
| 21 | 445 |
transaction_count
Real number (ℝ)
High correlation 
| Distinct | 491 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 253.86018 |
| Minimum | 10 |
|---|---|
| Maximum | 500 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 129 |
| median | 253 |
| Q3 | 379 |
| 95-th percentile | 475 |
| Maximum | 500 |
| Range | 490 |
| Interquartile range (IQR) | 250 |
Descriptive statistics
| Standard deviation | 143.18809 |
|---|---|
| Coefficient of variation (CV) | 0.56404316 |
| Kurtosis | -1.2206212 |
| Mean | 253.86018 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | 0.0072918614 |
| Sum | 3204477 |
| Variance | 20502.83 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 453 | 45 | 0.4% |
| 83 | 44 | 0.3% |
| 236 | 41 | 0.3% |
| 27 | 39 | 0.3% |
| 19 | 39 | 0.3% |
| 379 | 39 | 0.3% |
| 420 | 38 | 0.3% |
| 362 | 38 | 0.3% |
| 448 | 38 | 0.3% |
| 276 | 38 | 0.3% |
| Other values (481) | 12224 |
| Value | Count | Frequency (%) |
| 10 | 25 | |
| 11 | 35 | |
| 12 | 25 | |
| 13 | 30 | |
| 14 | 30 | |
| 15 | 31 | |
| 16 | 20 | |
| 17 | 22 | |
| 18 | 19 | |
| 19 | 39 |
| Value | Count | Frequency (%) |
| 500 | 24 | |
| 499 | 18 | |
| 498 | 28 | |
| 497 | 27 | |
| 496 | 29 | |
| 495 | 27 | |
| 494 | 18 | |
| 493 | 21 | |
| 492 | 24 | |
| 491 | 21 |
avg_transaction_amount
Real number (ℝ)
High correlation 
| Distinct | 11872 |
|---|---|
| Distinct (%) | 94.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 505.8621 |
| Minimum | 10 |
|---|---|
| Maximum | 999.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 58.992 |
| Q1 | 258.23 |
| median | 508.01 |
| Q3 | 755.415 |
| 95-th percentile | 949.304 |
| Maximum | 999.89 |
| Range | 989.89 |
| Interquartile range (IQR) | 497.185 |
Descriptive statistics
| Standard deviation | 285.85689 |
|---|---|
| Coefficient of variation (CV) | 0.56508857 |
| Kurtosis | -1.2101704 |
| Mean | 505.8621 |
| Median Absolute Deviation (MAD) | 248.73 |
| Skewness | -0.0067265666 |
| Sum | 6385497.3 |
| Variance | 81714.161 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 772.37 | 4 | < 0.1% |
| 464.02 | 4 | < 0.1% |
| 641.81 | 3 | < 0.1% |
| 377.06 | 3 | < 0.1% |
| 300.42 | 3 | < 0.1% |
| 236.38 | 3 | < 0.1% |
| 144.08 | 3 | < 0.1% |
| 471.23 | 3 | < 0.1% |
| 128.18 | 3 | < 0.1% |
| 144.09 | 3 | < 0.1% |
| Other values (11862) | 12591 |
| Value | Count | Frequency (%) |
| 10 | 1 | |
| 10.02 | 1 | |
| 10.04 | 1 | |
| 10.21 | 1 | |
| 10.53 | 1 | |
| 10.57 | 1 | |
| 10.6 | 1 | |
| 10.83 | 1 | |
| 10.87 | 1 | |
| 10.95 | 1 |
| Value | Count | Frequency (%) |
| 999.89 | 1 | |
| 999.83 | 1 | |
| 999.72 | 1 | |
| 999.66 | 1 | |
| 999.61 | 1 | |
| 999.6 | 1 | |
| 999.46 | 1 | |
| 999.42 | 1 | |
| 999.38 | 1 | |
| 999.35 | 1 |
total_spent
Real number (ℝ)
High correlation 
| Distinct | 12613 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127913.96 |
| Minimum | 222 |
|---|---|
| Maximum | 486452.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 222 |
|---|---|
| 5-th percentile | 7152.262 |
| Q1 | 37207.71 |
| median | 96697.44 |
| Q3 | 192873.3 |
| 95-th percentile | 352041.22 |
| Maximum | 486452.96 |
| Range | 486230.96 |
| Interquartile range (IQR) | 155665.59 |
Descriptive statistics
| Standard deviation | 109421.48 |
|---|---|
| Coefficient of variation (CV) | 0.85543036 |
| Kurtosis | 0.11216688 |
| Mean | 127913.96 |
| Median Absolute Deviation (MAD) | 68926.41 |
| Skewness | 0.95732173 |
| Sum | 1.6146579 × 109 |
| Variance | 1.1973061 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 113002.24 | 2 | < 0.1% |
| 53915.68 | 2 | < 0.1% |
| 157353.84 | 2 | < 0.1% |
| 31989.24 | 2 | < 0.1% |
| 161848.75 | 2 | < 0.1% |
| 8223.75 | 2 | < 0.1% |
| 139320 | 2 | < 0.1% |
| 84738.18 | 2 | < 0.1% |
| 42349.44 | 2 | < 0.1% |
| 22878 | 2 | < 0.1% |
| Other values (12603) | 12603 |
| Value | Count | Frequency (%) |
| 222 | 1 | |
| 256.1 | 1 | |
| 328.8 | 1 | |
| 341.52 | 1 | |
| 350.22 | 1 | |
| 353.43 | 1 | |
| 425.04 | 1 | |
| 447.86 | 1 | |
| 471.52 | 1 | |
| 472.34 | 1 |
| Value | Count | Frequency (%) |
| 486452.96 | 1 | |
| 486266.2 | 1 | |
| 484515.36 | 1 | |
| 484160.37 | 1 | |
| 480372.48 | 1 | |
| 477548.28 | 1 | |
| 477303.05 | 1 | |
| 476954.64 | 1 | |
| 474702.52 | 1 | |
| 473938.68 | 1 |
customer_service_interaction_count
Real number (ℝ)
Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0529193 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1093 |
| Zeros (%) | 8.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.1508909 |
|---|---|
| Coefficient of variation (CV) | 0.62357832 |
| Kurtosis | -1.2107179 |
| Mean | 5.0529193 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.018537315 |
| Sum | 63783 |
| Variance | 9.9281136 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1204 | |
| 9 | 1195 | |
| 6 | 1193 | |
| 7 | 1178 | |
| 10 | 1162 | |
| 1 | 1139 | |
| 3 | 1117 | |
| 2 | 1116 | |
| 5 | 1114 | |
| 8 | 1112 |
| Value | Count | Frequency (%) |
| 0 | 1093 | |
| 1 | 1139 | |
| 2 | 1116 | |
| 3 | 1117 | |
| 4 | 1204 | |
| 5 | 1114 | |
| 6 | 1193 | |
| 7 | 1178 | |
| 8 | 1112 | |
| 9 | 1195 |
| Value | Count | Frequency (%) |
| 10 | 1162 | |
| 9 | 1195 | |
| 8 | 1112 | |
| 7 | 1178 | |
| 6 | 1193 | |
| 5 | 1114 | |
| 4 | 1204 | |
| 3 | 1117 | |
| 2 | 1116 | |
| 1 | 1139 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12623 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12623 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12623 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 6330 | |
| 1 | 6293 |
registration_date_year
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2022.3101 |
| Minimum | 2020 |
|---|---|
| Maximum | 2025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 2020 |
|---|---|
| 5-th percentile | 2020 |
| Q1 | 2021 |
| median | 2022 |
| Q3 | 2024 |
| 95-th percentile | 2025 |
| Maximum | 2025 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6131685 |
|---|---|
| Coefficient of variation (CV) | 0.00079768604 |
| Kurtosis | -1.1728377 |
| Mean | 2022.3101 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.082142262 |
| Sum | 25527620 |
| Variance | 2.6023126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2021 | 2323 | |
| 2022 | 2305 | |
| 2024 | 2271 | |
| 2023 | 2231 | |
| 2020 | 2203 | |
| 2025 | 1290 |
| Value | Count | Frequency (%) |
| 2020 | 2203 | |
| 2021 | 2323 | |
| 2022 | 2305 | |
| 2023 | 2231 | |
| 2024 | 2271 | |
| 2025 | 1290 |
| Value | Count | Frequency (%) |
| 2025 | 1290 | |
| 2024 | 2271 | |
| 2023 | 2231 | |
| 2022 | 2305 | |
| 2021 | 2323 | |
| 2020 | 2203 |
registration_date_month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2659431 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4311277 |
|---|---|
| Coefficient of variation (CV) | 0.5475836 |
| Kurtosis | -1.1722386 |
| Mean | 6.2659431 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.10741564 |
| Sum | 79095 |
| Variance | 11.772637 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1194 | |
| 1 | 1150 | |
| 3 | 1137 | |
| 6 | 1133 | |
| 4 | 1097 | |
| 2 | 1077 | |
| 7 | 1075 | |
| 12 | 1004 | |
| 9 | 952 | |
| 8 | 942 | |
| Other values (2) | 1862 |
| Value | Count | Frequency (%) |
| 1 | 1150 | |
| 2 | 1077 | |
| 3 | 1137 | |
| 4 | 1097 | |
| 5 | 1194 | |
| 6 | 1133 | |
| 7 | 1075 | |
| 8 | 942 | |
| 9 | 952 | |
| 10 | 935 |
| Value | Count | Frequency (%) |
| 12 | 1004 | |
| 11 | 927 | |
| 10 | 935 | |
| 9 | 952 | |
| 8 | 942 | |
| 7 | 1075 | |
| 6 | 1133 | |
| 5 | 1194 | |
| 4 | 1097 | |
| 3 | 1137 |
registration_date_day
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.582746 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 98.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.7769294 |
|---|---|
| Coefficient of variation (CV) | 0.56324665 |
| Kurtosis | -1.1899269 |
| Mean | 15.582746 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.0095211826 |
| Sum | 196701 |
| Variance | 77.034489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 454 | 3.6% |
| 2 | 447 | 3.5% |
| 22 | 444 | 3.5% |
| 5 | 441 | 3.5% |
| 11 | 437 | 3.5% |
| 16 | 436 | 3.5% |
| 13 | 433 | 3.4% |
| 25 | 433 | 3.4% |
| 18 | 430 | 3.4% |
| 14 | 429 | 3.4% |
| Other values (21) | 8239 |
| Value | Count | Frequency (%) |
| 1 | 454 | |
| 2 | 447 | |
| 3 | 404 | |
| 4 | 399 | |
| 5 | 441 | |
| 6 | 387 | |
| 7 | 408 | |
| 8 | 422 | |
| 9 | 401 | |
| 10 | 420 |
| Value | Count | Frequency (%) |
| 31 | 214 | |
| 30 | 330 | |
| 29 | 389 | |
| 28 | 401 | |
| 27 | 425 | |
| 26 | 426 | |
| 25 | 433 | |
| 24 | 408 | |
| 23 | 382 | |
| 22 | 444 |
Interactions
Correlations
| account_type | age | avg_transaction_amount | churn | customer_service_interaction_count | gender | login_frequency | registration_date_day | registration_date_month | registration_date_year | total_spent | transaction_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account_type | 1.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.009 | 0.009 | 0.000 | 0.000 | 0.012 |
| age | 0.000 | 1.000 | 0.022 | 0.000 | -0.012 | 0.022 | -0.015 | 0.013 | 0.004 | 0.003 | 0.021 | 0.010 |
| avg_transaction_amount | 0.000 | 0.022 | 1.000 | 0.000 | -0.000 | 0.019 | 0.003 | -0.003 | -0.002 | -0.010 | 0.668 | -0.012 |
| churn | 0.019 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| customer_service_interaction_count | 0.000 | -0.012 | -0.000 | 0.000 | 1.000 | 0.018 | 0.007 | 0.025 | -0.009 | 0.010 | 0.009 | 0.009 |
| gender | 0.000 | 0.022 | 0.019 | 0.000 | 0.018 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.003 |
| login_frequency | 0.000 | -0.015 | 0.003 | 0.000 | 0.007 | 0.000 | 1.000 | -0.012 | -0.001 | -0.009 | 0.004 | 0.005 |
| registration_date_day | 0.009 | 0.013 | -0.003 | 0.000 | 0.025 | 0.000 | -0.012 | 1.000 | 0.007 | 0.001 | -0.005 | 0.003 |
| registration_date_month | 0.009 | 0.004 | -0.002 | 0.000 | -0.009 | 0.000 | -0.001 | 0.007 | 1.000 | -0.116 | -0.009 | -0.012 |
| registration_date_year | 0.000 | 0.003 | -0.010 | 0.000 | 0.010 | 0.000 | -0.009 | 0.001 | -0.116 | 1.000 | -0.007 | -0.006 |
| total_spent | 0.000 | 0.021 | 0.668 | 0.000 | 0.009 | 0.013 | 0.004 | -0.005 | -0.009 | -0.007 | 1.000 | 0.663 |
| transaction_count | 0.012 | 0.010 | -0.012 | 0.000 | 0.009 | 0.003 | 0.005 | 0.003 | -0.012 | -0.006 | 0.663 | 1.000 |
Missing values
Sample
| age | gender | location | account_type | login_frequency | transaction_count | avg_transaction_amount | total_spent | customer_service_interaction_count | churn | registration_date_year | registration_date_month | registration_date_day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 53 | female | charlesville | savings | 15 | 182 | 406.18 | 73924.76 | 0 | 0 | 2021 | 8 | 13 |
| 1 | 40 | male | new scott | savings | 26 | 69 | 734.02 | 50647.38 | 4 | 0 | 2021 | 7 | 22 |
| 2 | 68 | female | josephfort | savings | 16 | 273 | 567.67 | 154973.91 | 1 | 0 | 2023 | 11 | 27 |
| 3 | 31 | male | linland | savings | 8 | 34 | 212.31 | 7218.54 | 1 | 0 | 2022 | 6 | 23 |
| 4 | 20 | male | north lindamouth | checking | 5 | 468 | 754.40 | 353059.20 | 8 | 0 | 2023 | 12 | 3 |
| 5 | 36 | female | darrellshire | checking | 20 | 35 | 283.09 | 9908.15 | 5 | 1 | 2020 | 2 | 16 |
| 6 | 29 | male | thompsonchester | savings | 24 | 474 | 850.18 | 402985.32 | 8 | 0 | 2025 | 4 | 14 |
| 7 | 29 | female | lake melody | checking | 16 | 83 | 774.45 | 64279.35 | 0 | 0 | 2024 | 7 | 13 |
| 8 | 18 | female | michaelshire | savings | 20 | 366 | 340.94 | 124784.04 | 3 | 1 | 2021 | 10 | 19 |
| 9 | 31 | female | jonathanfort | loan | 14 | 111 | 487.73 | 54138.03 | 3 | 0 | 2021 | 11 | 10 |
| age | gender | location | account_type | login_frequency | transaction_count | avg_transaction_amount | total_spent | customer_service_interaction_count | churn | registration_date_year | registration_date_month | registration_date_day | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12613 | 52 | male | higginston | savings | 23 | 112 | 311.58 | 34896.96 | 1 | 1 | 2023 | 5 | 31 |
| 12614 | 34 | female | michaelside | loan | 23 | 357 | 468.13 | 167122.41 | 8 | 1 | 2022 | 5 | 4 |
| 12615 | 53 | male | west emma | savings | 22 | 412 | 509.50 | 209914.00 | 1 | 0 | 2025 | 2 | 26 |
| 12616 | 54 | male | medinaview | savings | 26 | 180 | 803.32 | 144597.60 | 2 | 0 | 2023 | 3 | 17 |
| 12617 | 62 | male | east thomas | checking | 4 | 232 | 111.03 | 25758.96 | 2 | 0 | 2022 | 11 | 5 |
| 12618 | 52 | female | elizabethbury | savings | 9 | 215 | 290.61 | 62481.15 | 4 | 1 | 2023 | 10 | 17 |
| 12619 | 57 | female | pierceville | loan | 13 | 429 | 536.11 | 229991.19 | 6 | 0 | 2021 | 7 | 29 |
| 12620 | 42 | female | brucehaven | checking | 10 | 257 | 158.58 | 40755.06 | 8 | 1 | 2024 | 9 | 27 |
| 12621 | 21 | female | robinside | savings | 2 | 123 | 285.79 | 35152.17 | 5 | 0 | 2022 | 10 | 11 |
| 12622 | 29 | female | east david | loan | 14 | 82 | 763.59 | 62614.38 | 9 | 1 | 2023 | 3 | 27 |